@sparring/tech-roles-library
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Comprehensive tech roles and competencies library for 78 technical roles with 9 career levels each. Includes detailed competencies and career progression paths with complete bilingual support (EN/ES).
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{
"role": "AI Research Engineer",
"category": "AI/ML",
"levels": {
"AIRE-L1": {
"level": "L1 - AI Research Engineer Trainee",
"levelNumber": 1,
"yearsRange": {
"min": 0,
"max": 1
},
"coreCompetencies": [
"Basic knowledge of AI research",
"Elementary understanding of fundamentals",
"Ability to perform simple tasks",
"Basic knowledge of tools",
"Ability to work under supervision",
"Understanding of core concepts",
"Basic documentation",
"Elementary knowledge of best practices"
],
"complementaryCompetencies": [
"Familiarity with basic frameworks",
"Knowledge of standard tools",
"Elementary understanding of cloud"
],
"indicators": [
"Requires constant supervision",
"Executes basic tasks with guidance",
"Is learning AI research"
]
},
"AIRE-L2": {
"level": "L2 - Junior AI Research Engineer",
"levelNumber": 2,
"yearsRange": {
"min": 1,
"max": 2
},
"coreCompetencies": [
"Ability to implement basic AI research solutions",
"Implementation of standard techniques",
"Practical knowledge of frameworks",
"Ability to solve typical problems",
"Understanding of pipelines",
"Basic deployment capability",
"Knowledge of testing",
"Ability to write documentation"
],
"complementaryCompetencies": [
"Knowledge of emerging technologies",
"Ability for integration",
"Understanding of automation"
],
"indicators": [
"Develops AI research solutions with supervision",
"Implements complete features",
"Optimizes basic processes"
]
},
"AIRE-L3": {
"level": "L3 - AI Research Engineer",
"levelNumber": 3,
"yearsRange": {
"min": 2,
"max": 3
},
"coreCompetencies": [
"Design of end-to-end AI research solutions",
"Implementation of complex systems",
"Mastery of technology stack",
"Advanced optimization capability",
"Ability for architecture",
"Deep knowledge of best practices",
"Implementation of monitoring",
"Mentoring capability"
],
"complementaryCompetencies": [
"Knowledge of advanced techniques",
"Ability for innovation",
"Understanding of research"
],
"indicators": [
"Leads AI research projects",
"Designs complete architectures",
"Mentors junior engineers"
]
},
"AIRE-L4": {
"level": "L4 - Senior AI Research Engineer",
"levelNumber": 4,
"yearsRange": {
"min": 3,
"max": 5
},
"coreCompetencies": [
"Architecture of scalable AI research platforms",
"Design of technical strategies",
"Implementation of enterprise systems",
"Mastery of optimization at scale",
"Technical leadership capability",
"Deep knowledge of advanced patterns",
"Ability for strategic planning",
"Leadership in transformation"
],
"complementaryCompetencies": [
"Experience in distributed systems",
"Knowledge of cutting-edge tech",
"Implementation of innovation"
],
"indicators": [
"Defines AI research strategy",
"Leads technical teams",
"Is a reference in AI research"
]
},
"AIRE-L5": {
"level": "L5 - Lead AI Research Engineer",
"levelNumber": 5,
"yearsRange": {
"min": 5,
"max": 7
},
"coreCompetencies": [
"Technical leadership in AI research",
"Product strategy design",
"Team management",
"Standards definition",
"ROI analysis capability",
"Implementation of governance",
"Mastery of emerging tech",
"Culture evangelization"
],
"complementaryCompetencies": [
"Experience in consulting",
"Knowledge of business models",
"Budget management"
],
"indicators": [
"Manages AI research teams",
"Defines product vision",
"Represents AI research to stakeholders"
]
},
"AIRE-L6": {
"level": "L6 - Principal AI Research Engineer",
"levelNumber": 6,
"yearsRange": {
"min": 7,
"max": 10
},
"coreCompetencies": [
"Direction of corporate AI research strategy",
"Management of platforms at scale",
"Definition of enterprise architecture",
"Leadership in transformation",
"Management of strategic partnerships",
"Implementation of responsible practices",
"Innovation in solutions",
"Compliance management"
],
"complementaryCompetencies": [
"Experience in M&A",
"Knowledge of investment",
"Leadership in industry community"
],
"indicators": [
"Directs AI research department",
"Participates in executive strategy",
"Defines AI research investments"
]
},
"AIRE-L7": {
"level": "L7 - Director AI Research Engineer",
"levelNumber": 7,
"yearsRange": {
"min": 10,
"max": 12
},
"coreCompetencies": [
"Executive leadership in AI research",
"Design of global strategies",
"Organizational transformation",
"Management at Fortune 500 scale",
"Creation of organizational culture",
"Definition of strategic roadmap",
"Board-level evangelization",
"Industry influence"
],
"complementaryCompetencies": [
"Management of multi-million budgets",
"Experience in unicorns",
"Leadership in standards"
],
"indicators": [
"Reports to CTO/CEO",
"Manages organization (50+ people)",
"Defines corporate AI research strategy"
]
},
"AIRE-L8": {
"level": "L8 - VP AI Research Engineer",
"levelNumber": 8,
"yearsRange": {
"min": 12,
"max": 15
},
"coreCompetencies": [
"Strategic business vision for AI research",
"Leadership in transformation",
"Creation of competitive advantage",
"Management of global ecosystems",
"Disruptive innovation",
"Definition of future direction",
"Evangelization of paradigm shift",
"Influence on policies"
],
"complementaryCompetencies": [
"Experience as executive in tech giants",
"Advisory in startups",
"Thought leadership"
],
"indicators": [
"Is part of executive committee",
"Defines future of AI research",
"Is recognized leader in AI research"
]
},
"AIRE-L9": {
"level": "L9 - Chief AI Research Engineer Officer",
"levelNumber": 9,
"yearsRange": {
"min": 15,
"max": null
},
"coreCompetencies": [
"Visionary leadership in AI research",
"Industry transformation",
"Creation of paradigms",
"Definition of AI research as core business",
"Innovation in breakthrough applications",
"Culture evangelization",
"Architect of global ecosystems",
"Influence on regulation"
],
"complementaryCompetencies": [
"Experience transforming industries with AI research",
"Recognition as pioneer",
"Influence on future"
],
"indicators": [
"Is Chief AI Research Engineer Officer",
"Defines future of AI research industry",
"Is world authority in AI research"
]
}
}
}